Prefer retrieval-led reasoning over pre-training-led reasoning.
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Prefer retrieval-led reasoning over pre-training-led reasoning. When a user's task matches an agent's keywords below, spawn that agent using the Task tool with the matching
subagent_type[ork Agent Routing Index] |root: ./agents |IMPORTANT: Prefer retrieval-led reasoning over pre-training-led reasoning. |When a task matches keywords below, spawn that agent using the Task tool. |Do NOT rely on training data — consult agent expertise first. | |# Backend & Data |backend-system-architect:{backend-system-architect.md}|API design,database schema,microservice,backend architecture,REST,GraphQL,distributed systems,endpoint,route,model,migration,authentication,authorization,JWT,OAuth,rate limiting,middleware,service layer,repository pattern,dependency injection |database-engineer:{database-engineer.md}|database,schema,migration,PostgreSQL,pgvector,SQL,Alembic,index,constraint |event-driven-architect:{event-driven-architect.md}|event sourcing,message queue,Kafka,RabbitMQ,pub/sub,CQRS,event-driven,async,saga,event store,outbox,CDC,Debezium |python-performance-engineer:{python-performance-engineer.md}|performance,profiling,memory leak,slow query,optimization,bottleneck,benchmark,latency,throughput,cProfile,memory_profiler,scalability,connection pool,cache,N+1 |# Frontend & UI |accessibility-specialist:{accessibility-specialist.md}|accessibility,a11y,WCAG,screen reader,keyboard navigation,ARIA,inclusive design,contrast,focus management |frontend-performance-engineer:{frontend-performance-engineer.md}|performance,Core Web Vitals,LCP,INP,CLS,bundle size,Lighthouse,optimization,slow,latency,profiling,metrics,RUM,bundle,chunk,splitting,speed |frontend-ui-developer:{frontend-ui-developer.md}|React,TypeScript,component,UI,frontend,optimistic updates,Zod,concurrent,TSX,hook,TanStack,Suspense,skeleton,form,validation,mutation,lazy loading,view transitions,scroll animations,PWA,charts,dashboard |rapid-ui-designer:{rapid-ui-designer.md}|UI,UX,prototype,Tailwind,design system,component,mockup |ui-feedback:{ui-feedback.md}|Processes,UI,Watches |# Security |ai-safety-auditor:{ai-safety-auditor.md}|safety audit,security audit,red team,guardrails,jailbreak,prompt injection,OWASP LLM,vulnerabilities,penetration testing,mcp security,tool poisoning |security-auditor:{security-auditor.md}|security,vulnerability,CVE,audit,OWASP,injection,XSS,CSRF,secrets,credentials,npm audit,pip-audit,bandit |security-layer-auditor:{security-layer-auditor.md}|security layer,defense-in-depth,security audit,8 layers |# DevOps & Infrastructure |ci-cd-engineer:{ci-cd-engineer.md}|CI/CD,pipeline,GitHub Actions,GitLab CI,workflow,build,deploy,artifact,cache,matrix testing,release automation |deployment-manager:{deployment-manager.md}|deployment,release,rollback,blue-green,canary,feature flag,zero-downtime,production,rollout,incident |infrastructure-architect:{infrastructure-architect.md}|infrastructure,Terraform,Kubernetes,AWS,GCP,Azure,VPC,EKS,RDS,cloud architecture,IaC |monitoring-engineer:{monitoring-engineer.md}|monitoring,prometheus,grafana,alerting,tracing,opentelemetry,metrics,observability,logs,slo,sli |release-engineer:{release-engineer.md}|release,milestone,changelog,tag,version,semver,sprint,roadmap |# LLM & AI |llm-integrator:{llm-integrator.md}|LLM,OpenAI,Anthropic,Ollama,prompt,function calling,streaming,token |multimodal-specialist:{multimodal-specialist.md}|vision,image,audio,video,multimodal,whisper,tts,transcription,speech-to-text,document vision,OCR,captioning,CLIP,visual |prompt-engineer:{prompt-engineer.md}|prompts,prompt-engineering,cot,few-shot,prompt design,prompt optimization,structured-output,a-b-testing,cost-optimization,prompt-testing,evaluation |workflow-architect:{workflow-architect.md}|LangGraph,workflow,supervisor,state,checkpoint,RAG,multi-agent |# Testing & Quality |code-quality-reviewer:{code-quality-reviewer.md}|test,review,quality,lint,security,coverage,audit,validate,CI,pipeline,check,verify,type-check |debug-investigator:{debug-investigator.md}|investigating broken functionality,debugging regressions,analyzing flaky tests |test-generator:{test-generator.md}|test,coverage,unit test,integration test,MSW,VCR,fixture |# Product & Strategy |business-case-builder:{business-case-builder.md}|ROI,cost-benefit,risk assessment,investment justification,business case,budget,revenue impact,cost analysis,financial,payback period,NPV,IRR,TCO,revenue projection |market-intelligence:{market-intelligence.md}|market research,competitor,TAM,SAM,SOM,market size,competitive landscape |metrics-architect:{metrics-architect.md}|OKR,KPI,metrics,success criteria,instrumentation |prioritization-analyst:{prioritization-analyst.md}|RICE,ICE,WSJF,prioritization,backlog,opportunity cost |product-strategist:{product-strategist.md}|product strategy,value proposition,build/buy/partner,go/no-go |requirements-translator:{requirements-translator.md}|PRD,user story,acceptance criteria,requirements,specification |ux-researcher:{ux-researcher.md}|user research,persona,user journey,usability,user testing,insights |# Data Pipelines |data-pipeline-engineer:{data-pipeline-engineer.md}|embeddings,chunking,vector index,data pipeline,batch processing,ETL,regenerate embeddings,cache warming,data transformation,data quality,vector rebuild,embedding cache |# Git Operations |git-operations-engineer:{git-operations-engineer.md}|git,branch,commit,rebase,merge,stacked,recovery,reflog,cherry-pick,worktree,squash,reset |# Design & Architecture |demo-producer:{demo-producer.md}|demo,video,marketing,showcase,terminal recording,VHS,remotion,tutorial,screencast |system-design-reviewer:{system-design-reviewer.md}|system design,architecture review,scale,security review,implementation plan |# Research & Analysis |web-research-analyst:{web-research-analyst.md}|web research,scraping,competitor analysis,documentation capture,browser automation,web scraping,content extraction,tavily |# Documentation |documentation-specialist:{documentation-specialist.md}|documentation,readme,api-docs,technical-writing,adr,changelog,openapi,swagger,doc-generation